{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2664414",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uncomment and run this cell if you're on Colab or Kaggle\n",
    "# !git clone https://github.com/nlp-with-transformers/notebooks.git\n",
    "# %cd notebooks\n",
    "# from install import *\n",
    "# install_requirements(is_chapter11=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "79ddd54f-b279-4ceb-9d61-32adae9fc896",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-10-28 20:16:43.197022: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
      "2021-10-28 20:16:43.197062: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using transformers v4.11.3\n",
      "Using datasets v1.13.0\n",
      "Using accelerate v0.5.1\n"
     ]
    }
   ],
   "source": [
    "#hide\n",
    "from utils import *\n",
    "setup_chapter()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "baking-puppy",
   "metadata": {},
   "source": [
    "# Future Directions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "composed-square",
   "metadata": {},
   "source": [
    "## Scaling Transformers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "civic-product",
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "model_data = [\n",
    "    {'date': '12-06-2017', 'name': 'Transformer', 'size': 213*1e6},\n",
    "    {'date': '11-06-2018', 'name': 'GPT', 'size': 110*1e6},\n",
    "    {'date': '11-10-2018', 'name': 'BERT', 'size': 340*1e6},\n",
    "    {'date': '14-02-2019', 'name': 'GPT-2', 'size': 1.5*1e9},\n",
    "    {'date': '23-10-2019', 'name': 'T5', 'size': 11*1e9},\n",
    "    {'date': '17-09-2019', 'name': 'Megatron', 'size': 8.3*1e9},\n",
    "    {'date': '13-02-2020', 'name': 'Turing-NLG', 'size': 17*1e9},\n",
    "    {'date': '30-06-2020', 'name': 'GShard', 'size': 600*1e9},\n",
    "    {'date': '28-05-2020', 'name': 'GPT-3', 'size': 175*1e9},\n",
    "    {'date': '11-01-2021', 'name': 'Switch-C', 'size': 1.571*10e12},\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "variable-flash",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hide_input\n",
    "\n",
    "#id parameter-counts\n",
    "#alt Language model parameter counts\n",
    "#caption Parameter counts over time for prominent Transformer architectures\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def label_point(x, y, val, ax):\n",
    "    a = pd.concat({\"x\": x, \"y\": y, \"val\": val}, axis=1)\n",
    "    for i, point in a.iterrows():\n",
    "        ax.text(\n",
    "            point[\"x\"],\n",
    "            point[\"y\"],\n",
    "            str(point[\"val\"]),\n",
    "            horizontalalignment=\"center\",\n",
    "            verticalalignment=\"bottom\",\n",
    "        )\n",
    "\n",
    "\n",
    "df_lm = pd.DataFrame.from_records(model_data)\n",
    "df_lm[\"date\"] = pd.to_datetime(df_lm[\"date\"], dayfirst=True)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 4))\n",
    "df_lm.plot(x=\"date\", y=\"size\", kind=\"scatter\", s=15, ax=ax)\n",
    "ax.set_yscale(\"log\")\n",
    "label_point(df_lm[\"date\"], df_lm[\"size\"], df_lm[\"name\"], ax)\n",
    "ax.set_xlabel(\"Release date\")\n",
    "ax.set_ylabel(\"Number of parameters\")\n",
    "ax.grid(True)\n",
    "plt.subplots_adjust(top=1.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24062eca-0058-4df0-96bf-fbfefebcadc4",
   "metadata": {},
   "source": [
    "### Scaling Laws"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee076bd6",
   "metadata": {},
   "source": [
    "<img alt=\"scaling-laws\" caption=\"Power-law scaling of test loss versus compute budget (left), dataset size (middle), and model size (right) (courtesy of Jared Kaplan)\" src=\"images/chapter11_scaling.png\" id=\"scaling-laws\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59a31bd8",
   "metadata": {},
   "source": [
    "<img alt=\"scaling-laws-modal\" caption=\"Power law scaling of test loss versus compute budget across a wide range of modalities (courtesy of Tom Henighan)\" src=\"images/chapter11_scaling-modal.png\" id=\"scaling-laws-modal\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "foster-reading",
   "metadata": {},
   "source": [
    "### Challenges with Scaling"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "impossible-alert",
   "metadata": {},
   "source": [
    "### Attention Please!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "palestinian-ocean",
   "metadata": {},
   "source": [
    "### Sparse Attention"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cfc7204",
   "metadata": {},
   "source": [
    "<img alt=\"Atomic sparsity patterns\" caption=\"Common atomic sparse attention patterns for self-attention: a colored square means the  attention score is calculated, while a blank square means the score is discarded (courtesy of Tianyang Lin)\" src=\"images/chapter11_atomic-sparse-attention.png\" id=\"sparsity-atomic\"/> "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "133cabd9",
   "metadata": {},
   "source": [
    "<img alt=\"Attention with compound sparsity\" caption=\"Sparse attention patterns for recent transformer models (courtesy of Tianyang Lin)\" src=\"images/chapter11_compound-sparse-attention.png\" id=\"sparsity-compound\"/> "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "simplified-viewer",
   "metadata": {},
   "source": [
    "### Linearized Attention"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5126697",
   "metadata": {},
   "source": [
    "<img alt=\"Linear attention\" caption=\"Complexity difference between standard self-attention and linearized self-attention (courtesy of Tianyang Lin)\" src=\"images/chapter11_linear-attention.png\" id=\"linear-attention\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "vital-option",
   "metadata": {},
   "source": [
    "## Going Beyond Text"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "representative-fireplace",
   "metadata": {},
   "source": [
    "### Vision"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "speaking-contributor",
   "metadata": {},
   "source": [
    "#### iGPT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3c7a08a",
   "metadata": {},
   "source": [
    "<img alt=\"iGPT\" width=\"800\" caption=\"Examples of image completions with iGPT (courtesy of Mark Chen)\" src=\"images/chapter11_iGPT.png\" id=\"iGPT\"/> "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sporting-tuner",
   "metadata": {},
   "source": [
    "#### ViT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7c55d13",
   "metadata": {},
   "source": [
    "<img alt=\"vit-architecture\" width=\"800\" caption=\"The ViT architecture (courtesy of Alexey Dosovitskiy et al.)\" src=\"images/chapter11_vit-architecture.png\" id=\"vit-architecture\"/> "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "preliminary-panel",
   "metadata": {},
   "outputs": [
    {
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\" y=\"-6.64\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p95cecc258e\">\n   <rect height=\"217.44\" width=\"217.44\" x=\"7.2\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "image = Image.open(\"images/doge.jpg\")\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "004b5fc6-49a0-4496-8f0b-1d6910808572",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>score</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.643599</td>\n",
       "      <td>Eskimo dog, husky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.207407</td>\n",
       "      <td>Siberian husky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.060160</td>\n",
       "      <td>dingo, warrigal, warragal, Canis dingo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.035359</td>\n",
       "      <td>Norwegian elkhound, elkhound</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.012927</td>\n",
       "      <td>malamute, malemute, Alaskan malamute</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      score                                   label\n",
       "0  0.643599                       Eskimo dog, husky\n",
       "1  0.207407                          Siberian husky\n",
       "2  0.060160  dingo, warrigal, warragal, Canis dingo\n",
       "3  0.035359            Norwegian elkhound, elkhound\n",
       "4  0.012927    malamute, malemute, Alaskan malamute"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from transformers import pipeline\n",
    "\n",
    "image_classifier = pipeline(\"image-classification\")\n",
    "preds = image_classifier(image)\n",
    "preds_df = pd.DataFrame(preds)\n",
    "preds_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "utility-pharmacy",
   "metadata": {},
   "source": [
    "### Tables"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7675b4fe",
   "metadata": {},
   "source": [
    "<img alt=\"table-qa\" width=\"800\" caption=\"Question answering over a table (courtesy of Jonathan Herzig)\" src=\"images/chapter11_table-qa.png\" id=\"tapas-table\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f43e79cd",
   "metadata": {},
   "source": [
    "<img alt=\"tapas-architecture\" width=\"800\" caption=\"Architecture of TAPAS (courtesy of Jonathan Herzig)\" src=\"images/chapter11_tapas-architecture.png\" id=\"tapas-architecture\"/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "medical-stomach",
   "metadata": {},
   "outputs": [],
   "source": [
    "book_data = [\n",
    "    {\"chapter\": 0, \"name\": \"Introduction\", \"start_page\": 1, \"end_page\": 11},\n",
    "    {\"chapter\": 1, \"name\": \"Text classification\", \"start_page\": 12, \n",
    "     \"end_page\": 48},\n",
    "    {\"chapter\": 2, \"name\": \"Named Entity Recognition\", \"start_page\": 49,\n",
    "     \"end_page\": 73},\n",
    "    {\"chapter\": 3, \"name\": \"Question Answering\", \"start_page\": 74, \n",
    "     \"end_page\": 120},\n",
    "    {\"chapter\": 4, \"name\": \"Summarization\", \"start_page\": 121, \n",
    "     \"end_page\": 140},\n",
    "    {\"chapter\": 5, \"name\": \"Conclusion\", \"start_page\": 141, \n",
    "     \"end_page\": 144}\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "quick-david",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>chapter</th>\n",
       "      <th>name</th>\n",
       "      <th>start_page</th>\n",
       "      <th>end_page</th>\n",
       "      <th>number_of_pages</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Introduction</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Text classification</td>\n",
       "      <td>12</td>\n",
       "      <td>48</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Named Entity Recognition</td>\n",
       "      <td>49</td>\n",
       "      <td>73</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Question Answering</td>\n",
       "      <td>74</td>\n",
       "      <td>120</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Summarization</td>\n",
       "      <td>121</td>\n",
       "      <td>140</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Conclusion</td>\n",
       "      <td>141</td>\n",
       "      <td>144</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  chapter                      name start_page end_page number_of_pages\n",
       "0       0              Introduction          1       11              10\n",
       "1       1       Text classification         12       48              36\n",
       "2       2  Named Entity Recognition         49       73              24\n",
       "3       3        Question Answering         74      120              46\n",
       "4       4             Summarization        121      140              19\n",
       "5       5                Conclusion        141      144               3"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table = pd.DataFrame(book_data)\n",
    "table['number_of_pages'] = table['end_page']-table['start_page']\n",
    "table = table.astype(str)\n",
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8ae575e3-d214-4380-91a8-83a77e120735",
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide_output\n",
    "table_qa = pipeline(\"table-question-answering\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "af206d6b-418e-484c-92b2-7cb8fc1dfcd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide_output\n",
    "table_qa = pipeline(\"table-question-answering\")\n",
    "queries = [\"What's the topic in chapter 4?\",\n",
    "           \"What is the total number of pages?\",\n",
    "           \"On which page does the chapter about question-answering start?\",\n",
    "           \"How many chapters have more than 20 pages?\"]\n",
    "preds = table_qa(table, queries)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc91d39f-3de7-4272-b9f6-7179c7c8c515",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "What's the topic in chapter 4?\n",
      "Predicted answer: Summarization\n",
      "==================================================\n",
      "What is the total number of pages?\n",
      "Predicted answer: SUM > 10, 36, 24, 46, 19, 3\n",
      "==================================================\n",
      "On which page does the chapter about question-answering start?\n",
      "Predicted answer: AVERAGE > 74\n",
      "==================================================\n",
      "How many chapters have more than 20 pages?\n",
      "Predicted answer: COUNT > 1, 2, 3\n",
      "==================================================\n"
     ]
    }
   ],
   "source": [
    "for query, pred in zip(queries, preds):\n",
    "    print(query)\n",
    "    if pred[\"aggregator\"] == \"NONE\": \n",
    "        print(\"Predicted answer: \" + pred[\"answer\"])\n",
    "    else: \n",
    "        print(\"Predicted answer: \" + pred[\"answer\"])\n",
    "    print('='*50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "architectural-premises",
   "metadata": {},
   "source": [
    "## Multimodal Transformers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "innovative-michigan",
   "metadata": {},
   "source": [
    "### Speech-to-Text"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a70c3fc",
   "metadata": {},
   "source": [
    "<img alt=\"wav2vec2\" width=\"800\" caption=\"Architecture of wav2vec 2.0 (courtesy of Alexei Baevski)\" src=\"images/chapter11_wav2vec2.png\" id=\"wav2vec2\"/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c95cac2-a092-4f77-b2f1-0faf681d540b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The model 'Wav2Vec2ForCTC' is not supported for automatic-speech-recognition. Supported models are [(<class 'transformers.models.speech_encoder_decoder.configuration_speech_encoder_decoder.SpeechEncoderDecoderConfig'>, <class 'transformers.models.speech_encoder_decoder.modeling_speech_encoder_decoder.SpeechEncoderDecoderModel'>), (<class 'transformers.models.speech_to_text.configuration_speech_to_text.Speech2TextConfig'>, <class 'transformers.models.speech_to_text.modeling_speech_to_text.Speech2TextForConditionalGeneration'>), (<class 'transformers.models.wav2vec2.configuration_wav2vec2.Wav2Vec2Config'>, <class 'transformers.models.wav2vec2.modeling_wav2vec2.Wav2Vec2ForCTC'>), (<class 'transformers.models.hubert.configuration_hubert.HubertConfig'>, <class 'transformers.models.hubert.modeling_hubert.HubertForCTC'>)].\n"
     ]
    }
   ],
   "source": [
    "#hide_output\n",
    "asr = pipeline(\"automatic-speech-recognition\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20527990-01dd-42fe-83b2-9c0ff57fddf7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'chapter_id': 128104, 'speaker_id': 1272, 'file': '/home/lewtun/.cache/huggingf\n",
      "ace/datasets/downloads/extracted/e4e70a454363bec1c1a8ce336139866a39442114d86a433\n",
      "6014acd4b1ed55e55/LibriSpeech/dev-clean/1272/128104/1272-128104-0000.flac',\n",
      "'id': '1272-128104-0000', 'text': 'MISTER QUILTER IS THE APOSTLE OF THE MIDDLE\n",
      "CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL'}\n"
     ]
    }
   ],
   "source": [
    "#hide_output\n",
    "from datasets import load_dataset\n",
    "\n",
    "ds = load_dataset(\"superb\", \"asr\", split=\"validation[:1]\")\n",
    "print(ds[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "decreased-moderator",
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide_output\n",
    "import soundfile as sf\n",
    "\n",
    "def map_to_array(batch):\n",
    "    speech, _ = sf.read(batch[\"file\"])\n",
    "    batch[\"speech\"] = speech\n",
    "    return batch\n",
    "\n",
    "ds = ds.map(map_to_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "connected-bhutan",
   "metadata": {},
   "outputs": [
    {
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hide_output\n",
    "from IPython.display import Audio\n",
    "\n",
    "display(Audio(ds[0]['speech'], rate=16000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a3d7db63",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds.set_format(\"numpy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6aa96de7-2be8-4a26-bb1a-5ed4ee36fa62",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'text': 'MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO\n",
      "WELCOME HIS GOSPEL'}\n"
     ]
    }
   ],
   "source": [
    "pred = asr(ds[0][\"speech\"])\n",
    "print(pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68f82db8",
   "metadata": {},
   "source": [
    "<img alt=\"wav2vec-u\" width=\"800\" caption=\"Training scheme for wav2vec-U (courtesy of Alexsei Baevski)\" src=\"images/chapter11_wav2vec-u.png\" id=\"wav2vec-u\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fantastic-multiple",
   "metadata": {},
   "source": [
    "### Vision and Text"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "broadband-berkeley",
   "metadata": {},
   "source": [
    "#### VQA"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c0c1aeb",
   "metadata": {},
   "source": [
    "<img alt=\"vqa\" width=\"800\" caption=\"Example of a visual question answering task from the VQA dataset (courtesy of Yash Goyal)\" src=\"images/chapter11_vqa.png\" id=\"vqa\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42701ffc-1148-4612-951d-54eee357647c",
   "metadata": {},
   "source": [
    "#### LayoutLM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fdba92a",
   "metadata": {},
   "source": [
    "<img alt=\"layoutlm\" width=\"500\" caption=\"The model architecture and pretraining strategies for LayoutLMv2 (courtesy of Yang Xu)\" src=\"images/chapter11_layoutlm.png\" id=\"layoutlm\"/> "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "colored-candle",
   "metadata": {},
   "source": [
    "#### DALL·E"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09edc043",
   "metadata": {},
   "source": [
    "<img alt=\"dall-e\" width=\"800\" caption=\"Generation examples with DALL·E (courtesy of Aditya Ramesh)\" src=\"images/chapter11_dall-e.png\" id=\"dall-e\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "measured-marathon",
   "metadata": {},
   "source": [
    "#### CLIP"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c1ec7db",
   "metadata": {},
   "source": [
    "<img alt=\"clip-arch\" width=\"800\" caption=\"Architecture of CLIP (courtesy of Alec Radford)\" src=\"images/chapter11_clip-arch.png\" id=\"clip-arch\"/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "surprised-advocate",
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide_output\n",
    "from transformers import CLIPProcessor, CLIPModel\n",
    "\n",
    "clip_ckpt = \"openai/clip-vit-base-patch32\"\n",
    "model = CLIPModel.from_pretrained(clip_ckpt)\n",
    "processor = CLIPProcessor.from_pretrained(clip_ckpt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "wicked-flight",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\" y=\"-6.64\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p2b259bdc9b\">\n   <rect height=\"217.44\" width=\"282.228245\" x=\"7.2\" y=\"7.2\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = Image.open(\"images/optimusprime.jpg\")\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "italic-tsunami",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.9557, 0.0413, 0.0031]])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "\n",
    "texts = [\"a photo of a transformer\", \"a photo of a robot\", \"a photo of agi\"]\n",
    "inputs = processor(text=texts, images=image, return_tensors=\"pt\", padding=True)\n",
    "with torch.no_grad():\n",
    "    outputs = model(**inputs)\n",
    "logits_per_image = outputs.logits_per_image\n",
    "probs = logits_per_image.softmax(dim=1)\n",
    "probs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "welcome-conversion",
   "metadata": {},
   "source": [
    "## Where to from Here?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "stock-dining",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
